pith. sign in
Pith Number

pith:5NAEM2HF

pith:2025:5NAEM2HFGEOU3FZ5A2Z5LQKVGA
not attested not anchored not stored refs pending

Data-driven Optimization and Transfer Learning for Cellular Network Antenna Configurations

Alvaro Valcarce, David L\'opez-P\'erez, Giovanni Geraci, Mohamed Benzaghta

arxiv:2504.00825 v1 · 2025-04-01 · cs.IT · cs.NI · eess.SP · math.IT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5NAEM2HFGEOU3FZ5A2Z5LQKVGA}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-05T10:46:23.420670Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

eb404668e5311d4d973d06b3d5c155300cfb5bad703d1cbe0fadc21a5f2015e7

Aliases

arxiv: 2504.00825 · arxiv_version: 2504.00825v1 · doi: 10.48550/arxiv.2504.00825 · pith_short_12: 5NAEM2HFGEOU · pith_short_16: 5NAEM2HFGEOU3FZ5 · pith_short_8: 5NAEM2HF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5NAEM2HFGEOU3FZ5A2Z5LQKVGA \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: eb404668e5311d4d973d06b3d5c155300cfb5bad703d1cbe0fadc21a5f2015e7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0436d944c8a1ff44a98da0bef5e8472b0819e9c5bc43c26815d30c39351fcf48",
    "cross_cats_sorted": [
      "cs.NI",
      "eess.SP",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-04-01T14:13:33Z",
    "title_canon_sha256": "53178a8fc9ff8f1b1d3938b32da3a3349b44e262414b327dd60b7bd7ffe56e52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.00825",
    "kind": "arxiv",
    "version": 1
  }
}